Referring to a previous post , I have added some more visually enhanced figures of the same PCA plots to help better understand relationships between the sensors and their attributes. QE is placed as a fixed variable throughout all the figures to make comparison easier. Generally, the more closer the data points, the more similar sensor values they share.